{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#单链表\n",
    "class ListNode:\n",
    "    def __init__(self, val=None, Next=None):\n",
    "        self.data = val\n",
    "        self.next = Next\n",
    "class LinkedList:\n",
    "    def __init__(self):                                  \n",
    "        self.dummy_head = ListNode()                     \n",
    "        self.size = 0                                     \n",
    "        \n",
    "    def create(self, v_list):                    \n",
    "        for val in v_list:\n",
    "            last_node = self.dummy_head\n",
    "            while last_node.next:\n",
    "                last_node = last_node.next                    \n",
    "            last_node.next = ListNode(val)                   \n",
    "            self.size +=1                                    \n",
    "        \n",
    "    def print(self):\n",
    "        cur_node = self.dummy_head\n",
    "        while cur_node:\n",
    "            print(cur_node.data, end=\" -> \")\n",
    "            cur_node = cur_node.next\n",
    "        print(\"None\")                                  \n",
    "        print(self.size)     \n",
    "            \n",
    "    # 双指针法:穿针引线四步走\n",
    "    def algorithm1(self, left, right):      \n",
    "        # 第1步：找到左右截点与取点（截点不在反转链表内，取点在）\n",
    "        l_node = self.dummy_head                    # 左截点：（不在反转内）\n",
    "        for _ in range(left-1):                     # left使用的是链表中第几个节点而不是索引，因此-1\n",
    "            l_node = l_node.next                          \n",
    "        right_node = l_node                         # 右取点：反转链表结束点（在反转内）                                  \n",
    "        for _ in range(right-left+1):               # 在左截点的基础上，再向后移动个数，比从头开始省时\n",
    "            right_node = right_node.next\n",
    "        left_node = l_node.next                     # 左取点：反转链表开始点（在反转内）\n",
    "        r_node = right_node.next                    # 右截点：（不在反转内）\n",
    "        \n",
    "        # 第2步：切断链接，截出反转部分\n",
    "        l_node.next = None                         \n",
    "        right_node.next = None                      # 向后取None，因此操作左截点和右取点\n",
    "        \n",
    "        # 第3步：反转截取链表\n",
    "        pre = None\n",
    "        cur = left_node                             # 从左取点开始操作\n",
    "        while cur:\n",
    "            tmp = cur.next\n",
    "            cur.next = pre\n",
    "            pre = cur\n",
    "            cur = tmp\n",
    "        \n",
    "        # 第4步：反转后链表接回（左截点接右取点；左取点接右截点）\n",
    "        l_node.next = right_node\n",
    "        left_node.next = r_node\n",
    "        \n",
    "    # 三指针法：不用遍历到最后找到right，不用先截取再链接（头插法）\n",
    "    def algorithm2(self, left, right):\n",
    "        pre = self.dummy_head\n",
    "        for _ in range(left-1):\n",
    "            pre = pre.next                         # 与双指针一样定位到pre点位置\n",
    "        \n",
    "        cur = pre.next\n",
    "        for _ in range(right-left):               # 循环次数可见示例图\n",
    "            tmp = cur.next                        # 暂存cur下一节点\n",
    "            cur.next = tmp.next                   # 将反转后的尾节点和后续链接\n",
    "            tmp.next = pre.next                   # 将两个cur和tmp（cur.next）链接反转\n",
    "            pre.next = tmp                        # 将反转后的头节点和前pre链接\n",
    "                                                  ## 记：整体遵循从后往前的操作顺序！"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#穿针引线示例图\n",
    "from IPython.display import Image\n",
    "Image(filename='./反转链表：穿针引线.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#头插法示例图\n",
    "I1 = Image(filename='./反转链表：头插法（1）.png')\n",
    "I2 = Image(filename='./反转链表：头插法（2）.png')\n",
    "I3 = Image(filename='./反转链表：头插法（3）.png')\n",
    "display(I1)\n",
    "display(I2)\n",
    "display(I3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#实例化\n",
    "linked_list = LinkedList()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nums = list(range(10))\n",
    "nums"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "None -> 0 -> 1 -> 2 -> 3 -> 4 -> 5 -> 6 -> 7 -> 8 -> 9 -> None\n",
      "10\n"
     ]
    }
   ],
   "source": [
    "linked_list.create(nums)\n",
    "linked_list.print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "None -> 0 -> 3 -> 2 -> 1 -> 4 -> 5 -> 6 -> 7 -> 8 -> 9 -> None\n",
      "10\n"
     ]
    }
   ],
   "source": [
    "#双指针法\n",
    "linked_list.algorithm1(2,4)\n",
    "linked_list.print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "None -> 0 -> 1 -> 2 -> 3 -> 4 -> 5 -> 6 -> 7 -> 8 -> 9 -> None\n",
      "10\n"
     ]
    }
   ],
   "source": [
    "#三指针法（头插入）\n",
    "linked_list.algorithm2(2,4)\n",
    "linked_list.print()"
   ]
  }
 ],
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